Project details
- Product Manager / Consultan
- AI & Generative AI
- jan 10, 2026
Overjet – AI Dental Insurance Platform
Explainable AI for Dental Underwriting & Claims Decisioning
Overjet is an AI-driven dental insurance platform designed to enhance underwriting accuracy and streamline claims review workflows. Operating within a highly regulated environment, the system applies machine learning to support documentation analysis while maintaining transparency, auditability, and compliance. The objective was to integrate AI into insurance decision-making in a way that augments human reviewers rather than replacing clinical judgment.
Problem & Opportunity
- Manual dental claims review processes are slow and inconsistent
- Underwriting decisions often lack standardized transparency
- Regulatory environments demand explainable, auditable AI systems
- This created an opportunity to deploy AI as a structured decision-support layer within compliant insurance workflows.
Solution & Execution
- Designed AI-supported underwriting and claims review workflows
- Established structured documentation frameworks to improve consistency
- Prioritized explainable AI outputs to support regulatory transparency
- Aligned system architecture with compliance, audit, and review requirements
- Ensured AI recommendations remained assistive rather than autonomous
Impact & Outcome
- Accelerated dental claim review cycles
- Improved underwriting consistency and documentation clarity
- Strengthened trust through explainable AI integration
- Platform recognized as a LinkedIn Top Startup
What This Demonstrates
- Explainable AI deployment in regulated insurance environments
- AI-assisted underwriting system design
- Compliance-first product architecture
- Human-in-the-loop AI integration
- Trust-centered automation in healthcare-adjacent industries

